Dynamical patterns of epidemic outbreaks in complex heterogeneous networks

被引:361
|
作者
Barthélemy, M
Barrat, A
Pastor-Satorras, R
Vespignani, A
机构
[1] Ctr Etud Bruyeres Le Chatel, CEA, Dept Phys Theor & Appl, F-91680 Bruyeres Le Chatel, France
[2] Univ Paris 11, UMR 8627, CNRS, Phys Theor Lab, F-91405 Orsay, France
[3] Univ Politecn Cataluna, Dept Fis & Engn Nucl, ES-08034 Barcelona, Spain
[4] Indiana Univ, Sch Informat, Bloomington, IN 47408 USA
[5] Indiana Univ, Biocomplex Ctr, Bloomington, IN 47408 USA
关键词
complex networks; disease spreading; epidemic modeling;
D O I
10.1016/j.jtbi.2005.01.011
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We present a thorough inspection of the dynamical behavior of epidemic phenomena in populations with complex and heterogeneous connectivity patterns. We show that the growth of the epidemic prevalence is virtually instantaneous in all networks characterized by diverging degree fluctuations, independently of the structure of the connectivity correlation functions characterizing the population network. By means of analytical and numerical results, we show that the outbreak time evolution follows a precise hierarchical dynamics. Once reached the most highly connected hubs, the infection pervades the network in a progressive cascade across smaller degree classes. Finally, we show the influence of the initial conditions and the relevance of statistical results in single case studies concerning heterogeneous networks. The emerging theoretical framework appears of general interest in view of the recently observed abundance of natural networks with complex topological features and might provide useful insights for the development of adaptive strategies aimed at epidemic containment. (c) 2005 Elsevier Ltd. All rights reserved.
引用
收藏
页码:275 / 288
页数:14
相关论文
共 50 条
  • [1] Epidemic outbreaks in complex heterogeneous networks
    Moreno, Y
    Pastor-Satorras, R
    Vespignani, A
    [J]. EUROPEAN PHYSICAL JOURNAL B, 2002, 26 (04): : 521 - 529
  • [2] Epidemic outbreaks in complex heterogeneous networks
    Y. Moreno
    R. Pastor-Satorras
    A. Vespignani
    [J]. The European Physical Journal B - Condensed Matter and Complex Systems, 2002, 26 : 521 - 529
  • [3] Dynamical patterns of epidemic outbreaks on scale-free networks with traffic flow
    Hu Heng-Kai
    Wang Kai
    Yang Guang
    Liu Qian
    Pei Wen-Jiang
    Qiu Shen-Wei
    Wei Cheng-Jian
    Zhang Yi-Feng
    [J]. ACTA PHYSICA SINICA, 2012, 61 (20)
  • [4] Epidemic outbreaks with adaptive prevention on complex networks
    Silva, Diogo H.
    Anteneodo, Celia
    Ferreira, Silvio C.
    [J]. COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2023, 116
  • [5] Dynamical behaviour of an epidemic on complex networks with population mobility
    张海峰
    Small Michael
    傅新楚
    汪秉宏
    [J]. Chinese Physics B, 2009, 18 (09) : 3639 - 3646
  • [6] Dynamical behaviour of an epidemic on complex networks with population mobility
    Zhang Hai-Feng
    Michael, Small
    Fu Xin-Chu
    Wang Bing-Hong
    [J]. CHINESE PHYSICS B, 2009, 18 (09) : 3639 - 3646
  • [7] Epidemic spreading in heterogeneous networks with recurrent mobility patterns
    Feng, Liang
    Zhao, Qianchuan
    Zhou, Cangqi
    [J]. PHYSICAL REVIEW E, 2020, 102 (02)
  • [8] THE DYNAMICS OF AN HBV EPIDEMIC MODEL ON COMPLEX HETEROGENEOUS NETWORKS
    Qiao, Meihong
    Liu, Anping
    Tang, Qing
    [J]. DISCRETE AND CONTINUOUS DYNAMICAL SYSTEMS-SERIES B, 2015, 20 (05): : 1393 - 1404
  • [9] Pinning control of complex dynamical networks with heterogeneous delays
    Xiang, Linying
    Chen, Zengqiang
    Liu, Zhongxin
    Chen, Fei
    Yuan, Zhuzhi
    [J]. COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2008, 56 (05) : 1423 - 1433
  • [10] Emergence of coherence in complex networks of heterogeneous dynamical systems
    Restrepo, Juan G.
    Ott, Edward
    Hunt, Brian R.
    [J]. PHYSICAL REVIEW LETTERS, 2006, 96 (25)